Model

Accuracy

AUC

Recall

Prec.

F1

Kappa

MCC

lightgbm

0.7636

0.8392

0.692

0.7362

0.7123

0.5121

0.5138

gbc

0.7498

0.8271

0.6812

0.7164

0.6975

0.4846

0.4859

knn

0.7183

0.7874

0.664

0.6714

0.6654

0.4226

0.4248

ada

0.7104

0.7739

0.6504

0.6649

0.6556

0.4064

0.4083

lr

0.6849

0.7410

0.6131

0.6365

0.6217

0.3524

0.3551

rf

0.6822

0.7425

0.4271

0.7126

0.5306

0.3133

0.3384

svm

0.6764

0.0000

0.4642

0.7290

0.4980

0.3024

0.3492

et

0.6763

0.7528

0.4209

0.6994

0.5241

0.3009

0.3242

dt

0.6645

0.6553

0.5945

0.6089

0.5999

0.3116

0.3129

ridge

0.6501

0.0000

0.6163

0.5862

0.5992

0.2896

0.2912

lda

0.6021

0.6368

0.5635

0.5309

0.5457

0.1926

0.1934

qda

0.5312

0.5201

0.4473

0.4476

0.4471

0.0403

0.0403

nb

0.4688

0.5034

0.7321

0.4262

0.5386

0.0061

0.0084